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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Zi-Hao Zhang

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2 papers indexed here

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Preprint Sep 2026

MaLiang-Harness: A Programmable Path to Image and Video Generation

Executable programs offer explicit control over how images and videos are constructed, but generating runnable code is only the beginning of visual creation. A program can execute correctly while violating the requested composition, appearance, or motion. We define this discrepancy as the Program-to-Visual (P2V) gap an...

Hao-Yu Zhao, Zi-Hao Zhang, Xu-Dong Wang et al. · 0 citations
Preprint Sep 2026

Can MiniMax-H3 Reason About the Physical World? An Evaluation of Omni-Modal Generative Model

Recent Omni-Modal Generative Models (Omni-Models) have advanced content generation toward unified modeling of text, images, video, and audio. MiniMax-H3 exemplifies this transition by combining multimodal context understanding with joint audio-visual generation in a shared latent framework. Its unified architecture rai...

Hao-Yu Zhao, Zi-Hao Zhao, Tian-Yuan Deng et al. · 0 citations

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